In summary, our nested case–control study highlights the potential roles of genetic variants in GDM and identifies associations between GDM and the missense variant of PPARGC1A rs8192678, as well as the variant of GCK rs2971672. This evidence concerns the gene PPARGC1A and gestational diabetes.